Expert in Machine Learning Operations bridging data science and DevOps. Use when building ML pipelines, model versioning, feature stores, or production ML serving.
MLX LM (mlx-lm) expert — Apple Silicon LLM inference with generate/chat/server commands, Python API, OpenAI-compatible HTTP server, and model conversion/quantization via…
Audit Python MLX repos for lazy-eval, synchronization, compile, dtype, memory, progress, and benchmark issues.
MLX Swift - High-performance ML framework for Apple Silicon with lazy evaluation, automatic differentiation, and unified memory
MMB (Materal.MergeBlock) 项目 EF Core 迁移技能。用于在非 Visual Studio 环境（终端/Codex/CI）中添加、回滚与检查迁移，重点解决“VS 包管理控制台 Add-Migration 如何映射到 dotnet ef 命令”的问题。使用场景：(1) 用户提到…
Practical workflows, context engineering strategies, and real-world execution examples for MoAI-ADK. Use when learning workflow patterns, optimizing context management, debugging…
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestio — from…
Alfred SuperAgent의 필수 규칙을 정의합니다. November 2025 enterprise standard 기반. 3-Layer architecture, 4-Step workflow, Agent-first paradigm, Skill invocation rules, AskUserQuestio — from…
Authoring CLAUDE.md Project Instructions. Design project-specific AI guidance, document workflows, define architecture patterns.
Backend development specialist covering API design, database integration, microservices architecture, and modern backend patterns.
Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and advanced data patterns for modern applications.
Frontend development specialist covering React 19, Next.js 16, Vue 3.5, and modern UI/UX patterns with component architecture.
Mobile native and cross-platform development domain skill covering iOS native (Swift/SwiftUI), Android native (Kotlin/Jetpack Compose), React Native, and Flutter.
Strategic thinking framework integrating First Principles Analysis, Stanford Design Thinking, and MIT Systems Engineering for deeper problem-solving.
Electron 33+ desktop app development specialist covering Main/Renderer process architecture, IPC communication, auto-update, and packaging with Electron Forge.
MoAI-ADK harness pattern library — unified domain knowledge covering hook/CI dispatch (PostToolUse, SessionStart, GitHub Actions, release automation), workflow patterns (SPEC…
Enterprise Mermaid diagramming skill for Claude Code using MCP Playwright. Use when creating architecture diagrams, flowcharts, sequence diagrams, or visual documentation.
앱인토스(Apps in Toss) 미니앱 개발 전문가. WebView/React Native SDK, 토스 로그인/결제, 푸시 알림, 광고 통합을 다룹니다. 토스 앱 내 미니앱 개발, Granite 프레임워크 사용, 토스페이 결제 연동 시 사용하세요.
Authentication and authorization specialist covering Auth0, Clerk, and Firebase Auth. Use when implementing authentication, MFA, SSO, passkeys, WebAuthn, social login, or security…
Chrome Extension Manifest V3 development specialist covering service workers, content scripts, message passing, chrome.* APIs, side panel, declarativeNetRequest, and Chrome Web…
Cloud database platform specialist covering Neon (serverless PostgreSQL), Supabase (PostgreSQL 16 with real-time), and Firebase Firestore (NoSQL with offline sync).
Deployment and hosting platform specialist covering Vercel, Railway, and Convex. Use when deploying applications, configuring edge functions, setting up continuous deployment, or…
Git workflow patterns, branch strategies, conventional commits, and PR templates reference for git operations.
React/Next.js component design patterns, state management strategies, and project structure reference for frontend development.
Test pyramid strategy, coverage targets, test patterns, and quality metrics reference. Agent-extending skill that amplifies manager-develop and manager-quality expertise with…
Unified CI watch + auto-fix loop skill. Polls gh pr checks after /moai sync PR creation, classifies required vs auxiliary failures, attempts safe automated patches (max 3…
Domain-Driven Development workflow specialist using ANALYZE-PRESERVE-IMPROVE cycle for behavior-preserving code transformation.
Test-Driven Development workflow specialist using RED-GREEN-REFACTOR cycle for test-first software development.
AI-powered enterprise web application testing orchestrator with Context7 integration, intelligent test generation, visual regression testing, cross-browser coordination — from…
AI-powered enterprise web application testing orchestrator with Context7 integration, intelligent test generation, visual regression testing, cross-browser coordination — from…
Sequential Thinking MCP for structured step-by-step analysis via --deepthink flag. Separate from UltraThink which is Claude's native extended reasoning mode.
Mobile app design, development, testing, deployment, and optimization. React Native, Flutter, Swift, Kotlin.
Mobile analytics and crash reporting expert for Firebase, Sentry, Mixpanel, custom events, and crash symbolication.
Architecture d'applications mobiles (native, cross-platform, hybrid). Se déclenche avec "architecture mobile", "app mobile", "native vs cross-platform", "Flutter vs React — from…
สร้าง mobile app iOS/Android ด้วย React Native Flutter Swift Kotlin พร้อม deploy ขึ้น store
Use when a product requires native or cross-platform-native mobile application architecture after an approved system design and before mobile implementation begins.
Set up mobile CI/CD pipelines for Flutter, React Native, or native iOS/Android — GitHub Actions workflows for testing, code signing, TestFlight/Play Store distribution, build…
Fastlane, GitHub Actions for mobile, code signing (iOS provisioning, Android keystores), beta distribution (TestFlight, Firebase App Distribution), and app store submissions.
Mobile CI/CD patterns — iOS/Android builds in CI (GitHub Actions/Fastlane), code signing for TestFlight/App Store, automated versioning, screenshot testing, Firebase App…
Debug React Native apps including metro bundler issues, native errors, performance problems, and crash analysis. Use when troubleshooting errors or investigating issues.
Develop React Native, Flutter, or native mobile apps with modern architecture patterns. Masters cross-platform development, native integrations, offline sync, and app store…
Expert in pure native development (Swift/Kotlin) for iOS and Android, maximizing platform capabilities and performance.
Build modern mobile applications with React Native, Flutter, Swift/SwiftUI, and Kotlin/Jetpack Compose.
Use when picking a mobile E2E framework — Detox / Appium / Maestro / XCUITest / Espresso — or planning iOS Simulator / Android Emulator coverage in CI for RN, Expo, or native apps.
QA a native Android build end-to-end on the emulator. Use for "test on emulator", "QA Android build", "verify native build", "white screen", "cache rehydration", "Expo dev-client…
Act as a Senior Mobile Engineer. Use when user asks about React Native, Flutter, iOS, Android development, or mobile architecture.
Shared reference for the mobile-flutter cluster: the state-management decision (which solution, and the immutable-state contract it implies), the layered-architecture rule, the…
Run evidence-driven mobile E2E tests with Maestro, device logs, checkpoints, and targeted retries for iOS or Android flows.
Conventions for a Kotlin / Jetpack Compose Android app targeting Google Play. Use when .claude/HARNESS.toml selects mobile/native-android, or when building Android UI with Compose…
Build or review React Native / Expo code for architecture, UX, performance and native best practices. Use when writing or reviewing a React Native / Expo app.
Conventions for a Swift / SwiftUI iOS app targeting App Store Connect. Use when .claude/HARNESS.toml selects mobile/native-ios, or when building iOS UI with Swift 6.2 Approachable…
Design and implement offline-first mobile architectures — local databases, sync engines, conflict resolution, mutation queues, and background sync.
Profile and audit mobile app performance -- cold/warm/hot startup time, memory leaks, battery drain, network efficiency, frame rate jank, and binary size.
Architects cross-platform and native mobile applications, providing guidance on state management, navigation, and platform-specific best practices for React Native, Flutter, iOS,…
Mobile push notification expert for FCM, APNs, deep linking, rich notifications, and notification channels.
React Native patterns for cross-platform mobile apps. Use when building iOS/Android apps with React Native, Expo, navigation, device APIs, push notifications, or mobile-specific…
Conventions for an Expo SDK 54+ React Native app targeting iOS + Android. Use when .claude/HARNESS.toml selects mobile/react-native-expo, or when building cross-platform RN UI…
GPU architecture, precision types, fillrate, overdraw, baked lighting, and LOD optimization for Unity mobile/WebGL shaders
Write and run tests for React Native apps using Jest and React Native Testing Library. Use when creating tests, debugging failures, or setting up test infrastructure.
Use skill if you are controlling, automating, or testing a connected Android phone via the mobilerun CLI — tapping, typing, swiping, reading the screen, or running a multi-step…